Overview

Dataset statistics

Number of variables46
Number of observations4000
Missing cells635
Missing cells (%)0.3%
Duplicate rows0
Duplicate rows (%)0.0%
Total size in memory1.4 MiB
Average record size in memory376.0 B

Variable types

CAT29
NUM16
BOOL1

Warnings

LOT_ID has a high cardinality: 200 distinct values High cardinality
DATE_1BLACK has a high cardinality: 124 distinct values High cardinality
TIME_1BLACK has a high cardinality: 3993 distinct values High cardinality
TIME_2AG has a high cardinality: 3993 distinct values High cardinality
TIME_3BUS has a high cardinality: 3993 distinct values High cardinality
TIME_4DIELEC has a high cardinality: 3993 distinct values High cardinality
TIME_5MGO has a high cardinality: 3993 distinct values High cardinality
TIME_6PHOS has a high cardinality: 3991 distinct values High cardinality
TIME_7PASTE has a high cardinality: 3993 distinct values High cardinality
TIME_8AGING has a high cardinality: 3993 distinct values High cardinality
TAT_2AG_3EXPOSURE has 88 (2.2%) missing values Missing
TAT_4DIELEC_FIRE has 165 (4.1%) missing values Missing
TAT_5MGO has 57 (1.4%) missing values Missing
TAT_6PHOS_2G_1DISPENSER has 47 (1.2%) missing values Missing
TAT_6PHOS_2G_2DRY has 57 (1.4%) missing values Missing
TAT_8AGING has 44 (1.1%) missing values Missing
LOT_ID is uniformly distributed Uniform
PANEL_ID is uniformly distributed Uniform
DATE_1BLACK is uniformly distributed Uniform
TIME_1BLACK is uniformly distributed Uniform
TIME_2AG is uniformly distributed Uniform
TIME_3BUS is uniformly distributed Uniform
TIME_4DIELEC is uniformly distributed Uniform
TIME_5MGO is uniformly distributed Uniform
TIME_6PHOS is uniformly distributed Uniform
TIME_7PASTE is uniformly distributed Uniform
TIME_8AGING is uniformly distributed Uniform
TAT_6PHOS_1R_1DISPENSER has 41 (1.0%) zeros Zeros

Reproduction

Analysis started2020-11-28 03:33:18.540219
Analysis finished2020-11-28 03:34:06.073389
Duration47.53 seconds
Software versionpandas-profiling v2.9.0
Download configurationconfig.yaml

Variables

JUDGE
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
양품
3573 
명점
427 
ValueCountFrequency (%) 
양품357389.3%
 
명점42710.7%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length2
Median length2
Mean length2
Min length2

LOT_ID
Categorical

HIGH CARDINALITY
UNIFORM

Distinct200
Distinct (%)5.0%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
LOT-197
 
20
LOT-248
 
20
LOT-117
 
20
LOT-146
 
20
LOT-189
 
20
Other values (195)
3900 
ValueCountFrequency (%) 
LOT-197200.5%
 
LOT-248200.5%
 
LOT-117200.5%
 
LOT-146200.5%
 
LOT-189200.5%
 
LOT-225200.5%
 
LOT-133200.5%
 
LOT-131200.5%
 
LOT-195200.5%
 
LOT-218200.5%
 
Other values (190)380095.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length7
Median length7
Mean length7
Min length7

PANEL_ID
Categorical

UNIFORM

Distinct20
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
PNL-01
 
200
PNL-18
 
200
PNL-15
 
200
PNL-14
 
200
PNL-12
 
200
Other values (15)
3000 
ValueCountFrequency (%) 
PNL-012005.0%
 
PNL-182005.0%
 
PNL-152005.0%
 
PNL-142005.0%
 
PNL-122005.0%
 
PNL-172005.0%
 
PNL-062005.0%
 
PNL-092005.0%
 
PNL-162005.0%
 
PNL-072005.0%
 
Other values (10)200050.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length6
Median length6
Mean length6
Min length6

DATE_1BLACK
Categorical

HIGH CARDINALITY
UNIFORM

Distinct124
Distinct (%)3.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-06-25
 
33
2019-04-28
 
33
2019-07-02
 
33
2019-04-18
 
33
2019-06-30
 
33
Other values (119)
3835 
ValueCountFrequency (%) 
2019-06-25330.8%
 
2019-04-28330.8%
 
2019-07-02330.8%
 
2019-04-18330.8%
 
2019-06-30330.8%
 
2019-06-03330.8%
 
2019-04-08330.8%
 
2019-05-14330.8%
 
2019-04-12330.8%
 
2019-04-24330.8%
 
Other values (114)367091.8%
 
Frequencies of value counts

Unique

Unique1 ?
Unique (%)< 0.1%
Histogram of lengths of the category

Length

Max length10
Median length10
Mean length10
Min length10

TIME_1BLACK
Categorical

HIGH CARDINALITY
UNIFORM

Distinct3993
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-05-21 0:32
 
2
2019-06-21 12:35
 
2
2019-04-12 21:44
 
2
2019-07-10 16:34
 
2
2019-04-06 13:39
 
2
Other values (3988)
3990 
ValueCountFrequency (%) 
2019-05-21 0:3220.1%
 
2019-06-21 12:3520.1%
 
2019-04-12 21:4420.1%
 
2019-07-10 16:3420.1%
 
2019-04-06 13:3920.1%
 
2019-07-09 20:3820.1%
 
2019-04-25 7:1720.1%
 
2019-07-20 6:561< 0.1%
 
2019-04-17 16:551< 0.1%
 
2019-04-19 1:241< 0.1%
 
Other values (3983)398399.6%
 
Frequencies of value counts

Unique

Unique3986 ?
Unique (%)99.7%
Histogram of lengths of the category

Length

Max length16
Median length16
Mean length15.5835
Min length15

TIME_2AG
Categorical

HIGH CARDINALITY
UNIFORM

Distinct3993
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-04-25 12:37
 
2
2019-07-10 21:54
 
2
2019-04-13 3:04
 
2
2019-07-10 1:58
 
2
2019-06-21 17:55
 
2
Other values (3988)
3990 
ValueCountFrequency (%) 
2019-04-25 12:3720.1%
 
2019-07-10 21:5420.1%
 
2019-04-13 3:0420.1%
 
2019-07-10 1:5820.1%
 
2019-06-21 17:5520.1%
 
2019-04-06 18:5920.1%
 
2019-05-21 5:5220.1%
 
2019-05-17 13:161< 0.1%
 
2019-04-13 20:031< 0.1%
 
2019-08-02 0:461< 0.1%
 
Other values (3983)398399.6%
 
Frequencies of value counts

Unique

Unique3986 ?
Unique (%)99.7%
Histogram of lengths of the category

Length

Max length16
Median length16
Mean length15.58325
Min length15

TIME_3BUS
Categorical

HIGH CARDINALITY
UNIFORM

Distinct3993
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-04-13 8:44
 
2
2019-04-25 18:17
 
2
2019-06-21 23:35
 
2
2019-05-21 11:32
 
2
2019-07-11 3:34
 
2
Other values (3988)
3990 
ValueCountFrequency (%) 
2019-04-13 8:4420.1%
 
2019-04-25 18:1720.1%
 
2019-06-21 23:3520.1%
 
2019-05-21 11:3220.1%
 
2019-07-11 3:3420.1%
 
2019-07-10 7:3820.1%
 
2019-04-07 0:3920.1%
 
2019-05-19 5:381< 0.1%
 
2019-06-14 4:031< 0.1%
 
2019-07-25 17:321< 0.1%
 
Other values (3983)398399.6%
 
Frequencies of value counts

Unique

Unique3986 ?
Unique (%)99.7%
Histogram of lengths of the category

Length

Max length16
Median length16
Mean length15.5835
Min length15

TIME_4DIELEC
Categorical

HIGH CARDINALITY
UNIFORM

Distinct3993
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-06-27 2:15
 
2
2019-04-12 3:19
 
2
2019-04-30 20:57
 
2
2019-04-18 11:24
 
2
2019-07-16 6:14
 
2
Other values (3988)
3990 
ValueCountFrequency (%) 
2019-06-27 2:1520.1%
 
2019-04-12 3:1920.1%
 
2019-04-30 20:5720.1%
 
2019-04-18 11:2420.1%
 
2019-07-16 6:1420.1%
 
2019-05-26 14:1220.1%
 
2019-07-15 10:1820.1%
 
2019-06-03 6:471< 0.1%
 
2019-08-02 22:021< 0.1%
 
2019-05-08 20:551< 0.1%
 
Other values (3983)398399.6%
 
Frequencies of value counts

Unique

Unique3986 ?
Unique (%)99.7%
Histogram of lengths of the category

Length

Max length16
Median length16
Mean length15.5835
Min length15

TIME_5MGO
Categorical

HIGH CARDINALITY
UNIFORM

Distinct3993
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-04-23 1:24
 
2
2019-05-05 10:57
 
2
2019-07-01 16:15
 
2
2019-05-31 4:12
 
2
2019-07-20 0:18
 
2
Other values (3988)
3990 
ValueCountFrequency (%) 
2019-04-23 1:2420.1%
 
2019-05-05 10:5720.1%
 
2019-07-01 16:1520.1%
 
2019-05-31 4:1220.1%
 
2019-07-20 0:1820.1%
 
2019-07-20 20:1420.1%
 
2019-04-16 17:1920.1%
 
2019-06-19 19:161< 0.1%
 
2019-07-20 1:021< 0.1%
 
2019-07-22 9:541< 0.1%
 
Other values (3983)398399.6%
 
Frequencies of value counts

Unique

Unique3986 ?
Unique (%)99.7%
Histogram of lengths of the category

Length

Max length16
Median length16
Mean length15.583
Min length15

TIME_6PHOS
Categorical

HIGH CARDINALITY
UNIFORM

Distinct3991
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-06-07 6:52
 
2
2019-05-23 19:30
 
2
2019-07-13 10:10
 
2
2019-04-09 9:49
 
2
2019-06-07 9:49
 
2
Other values (3986)
3990 
ValueCountFrequency (%) 
2019-06-07 6:5220.1%
 
2019-05-23 19:3020.1%
 
2019-07-13 10:1020.1%
 
2019-04-09 9:4920.1%
 
2019-06-07 9:4920.1%
 
2019-06-24 6:4220.1%
 
2019-04-15 17:4420.1%
 
2019-07-12 14:1520.1%
 
2019-04-28 2:5720.1%
 
2019-07-02 7:111< 0.1%
 
Other values (3981)398199.5%
 
Frequencies of value counts

Unique

Unique3982 ?
Unique (%)99.6%
Histogram of lengths of the category

Length

Max length16
Median length16
Mean length15.583
Min length15

TIME_7PASTE
Categorical

HIGH CARDINALITY
UNIFORM

Distinct3993
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-05-31 13:12
 
2
2019-04-23 10:24
 
2
2019-07-21 5:14
 
2
2019-07-02 1:15
 
2
2019-07-20 9:18
 
2
Other values (3988)
3990 
ValueCountFrequency (%) 
2019-05-31 13:1220.1%
 
2019-04-23 10:2420.1%
 
2019-07-21 5:1420.1%
 
2019-07-02 1:1520.1%
 
2019-07-20 9:1820.1%
 
2019-04-17 2:1920.1%
 
2019-05-05 19:5720.1%
 
2019-07-06 7:091< 0.1%
 
2019-07-22 13:431< 0.1%
 
2019-05-18 11:251< 0.1%
 
Other values (3983)398399.6%
 
Frequencies of value counts

Unique

Unique3986 ?
Unique (%)99.7%
Histogram of lengths of the category

Length

Max length16
Median length16
Mean length15.58275
Min length15

TIME_8AGING
Categorical

HIGH CARDINALITY
UNIFORM

Distinct3993
Distinct (%)99.8%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2019-05-05 21:37
 
2
2019-04-23 12:04
 
2
2019-05-31 14:52
 
2
2019-07-21 6:54
 
2
2019-04-17 3:59
 
2
Other values (3988)
3990 
ValueCountFrequency (%) 
2019-05-05 21:3720.1%
 
2019-04-23 12:0420.1%
 
2019-05-31 14:5220.1%
 
2019-07-21 6:5420.1%
 
2019-04-17 3:5920.1%
 
2019-07-02 2:5520.1%
 
2019-07-20 10:5820.1%
 
2019-04-28 20:331< 0.1%
 
2019-04-17 23:101< 0.1%
 
2019-07-06 13:141< 0.1%
 
Other values (3983)398399.6%
 
Frequencies of value counts

Unique

Unique3986 ?
Unique (%)99.7%
Histogram of lengths of the category

Length

Max length16
Median length16
Mean length15.5845
Min length15

MC_1BLACK_1PRINT
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2160 
2호기
1840 
ValueCountFrequency (%) 
1호기216054.0%
 
2호기184046.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_1BLACK_2RTD
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2180 
2호기
1820 
ValueCountFrequency (%) 
1호기218054.5%
 
2호기182045.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_2AG_1PRINT
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2020 
2호기
1980 
ValueCountFrequency (%) 
1호기202050.5%
 
2호기198049.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_2AG_2RTD
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2180 
2호기
1820 
ValueCountFrequency (%) 
1호기218054.5%
 
2호기182045.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_2AG_3EXPOSURE
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2020 
2호기
1980 
ValueCountFrequency (%) 
1호기202050.5%
 
2호기198049.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_3BUS_1DEVELOP
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2호기
2040 
1호기
1960 
ValueCountFrequency (%) 
2호기204051.0%
 
1호기196049.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_3BUS_2FIRE
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2180 
2호기
1820 
ValueCountFrequency (%) 
1호기218054.5%
 
2호기182045.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_4DIELEC_1FIRE
Categorical

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
3호기
1380 
1호기
1340 
2호기
1280 
ValueCountFrequency (%) 
3호기138034.5%
 
1호기134033.5%
 
2호기128032.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_5MGO
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2호기
2040 
1호기
1960 
ValueCountFrequency (%) 
2호기204051.0%
 
1호기196049.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2240 
2호기
1760 
ValueCountFrequency (%) 
1호기224056.0%
 
2호기176044.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_6PHOS_1R_2DRY
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2호기
2140 
1호기
1860 
ValueCountFrequency (%) 
2호기214053.5%
 
1호기186046.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2120 
2호기
1880 
ValueCountFrequency (%) 
1호기212053.0%
 
2호기188047.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_6PHOS_2G_2DRY
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2260 
2호기
1740 
ValueCountFrequency (%) 
1호기226056.5%
 
2호기174043.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3
Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2100 
2호기
1900 
ValueCountFrequency (%) 
1호기210052.5%
 
2호기190047.5%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_6PHOS_4FIRE
Categorical

Distinct3
Distinct (%)0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
2호기
1420 
3호기
1420 
1호기
1160 
ValueCountFrequency (%) 
2호기142035.5%
 
3호기142035.5%
 
1호기116029.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_7PASTE
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2200 
2호기
1800 
ValueCountFrequency (%) 
1호기220055.0%
 
2호기180045.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

MC_8AGING
Categorical

Distinct2
Distinct (%)< 0.1%
Missing0
Missing (%)0.0%
Memory size31.2 KiB
1호기
2200 
2호기
1800 
ValueCountFrequency (%) 
1호기220055.0%
 
2호기180045.0%
 
Frequencies of value counts

Unique

Unique0 ?
Unique (%)0.0%
Histogram of lengths of the category

Length

Max length3
Median length3
Mean length3
Min length3

TAT_1BLACK_1PRINT
Real number (ℝ≥0)

Distinct19
Distinct (%)0.5%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean87.69525
Minimum74
Maximum102
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum74
5-th percentile80
Q186
median88
Q388
95-th percentile100
Maximum102
Range28
Interquartile range (IQR)2

Descriptive statistics

Standard deviation4.709981255
Coefficient of variation (CV)0.05370851049
Kurtosis2.031563543
Mean87.69525
Median Absolute Deviation (MAD)2
Skewness0.8843389964
Sum350781
Variance22.18392342
MonotocityNot monotonic
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%) 
88152838.2%
 
86143135.8%
 
1002035.1%
 
981664.2%
 
781563.9%
 
801142.9%
 
87611.5%
 
84571.4%
 
94431.1%
 
85431.1%
 
Other values (9)1985.0%
 
ValueCountFrequency (%) 
7420.1%
 
76340.9%
 
781563.9%
 
801142.9%
 
82160.4%
 
ValueCountFrequency (%) 
102130.3%
 
1002035.1%
 
981664.2%
 
9760.1%
 
96370.9%
 

TAT_1BLACK_2RTD
Real number (ℝ≥0)

Distinct12
Distinct (%)0.3%
Missing4
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean219.496997
Minimum100
Maximum400
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum100
5-th percentile210
Q1210
median220
Q3220
95-th percentile250
Maximum400
Range300
Interquartile range (IQR)10

Descriptive statistics

Standard deviation15.35144373
Coefficient of variation (CV)0.06993919706
Kurtosis34.26119742
Mean219.496997
Median Absolute Deviation (MAD)10
Skewness3.437096024
Sum877110
Variance235.6668245
MonotocityNot monotonic
Histogram with fixed size bins (bins=12)
ValueCountFrequency (%) 
210164241.0%
 
220140435.1%
 
2302977.4%
 
2402486.2%
 
2501313.3%
 
2001213.0%
 
2601082.7%
 
190280.7%
 
27070.2%
 
40050.1%
 
Other values (2)50.1%
 
(Missing)40.1%
 
ValueCountFrequency (%) 
10020.1%
 
190280.7%
 
2001213.0%
 
210164241.0%
 
220140435.1%
 
ValueCountFrequency (%) 
40050.1%
 
38030.1%
 
27070.2%
 
2601082.7%
 
2501313.3%
 

TAT_2AG_1PRINT
Real number (ℝ≥0)

Distinct21
Distinct (%)0.5%
Missing6
Missing (%)0.1%
Infinite0
Infinite (%)0.0%
Mean84.53955934
Minimum62
Maximum100
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum62
5-th percentile80
Q184
median84
Q386
95-th percentile90
Maximum100
Range38
Interquartile range (IQR)2

Descriptive statistics

Standard deviation3.188864674
Coefficient of variation (CV)0.03772038438
Kurtosis7.358017926
Mean84.53955934
Median Absolute Deviation (MAD)2
Skewness-0.5015706597
Sum337651
Variance10.16885791
MonotocityNot monotonic
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%) 
84176144.0%
 
8847311.8%
 
8241610.4%
 
863649.1%
 
902496.2%
 
801864.7%
 
831353.4%
 
781223.0%
 
85741.8%
 
87411.0%
 
Other values (11)1734.3%
 
ValueCountFrequency (%) 
62100.2%
 
7290.2%
 
781223.0%
 
79150.4%
 
801864.7%
 
ValueCountFrequency (%) 
10070.2%
 
9880.2%
 
9620.1%
 
9420.1%
 
92220.5%
 

TAT_2AG_2RTD
Real number (ℝ≥0)

Distinct14
Distinct (%)0.4%
Missing0
Missing (%)0.0%
Infinite0
Infinite (%)0.0%
Mean70.56475
Minimum63
Maximum93
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum63
5-th percentile69
Q169
median69
Q372
95-th percentile75
Maximum93
Range30
Interquartile range (IQR)3

Descriptive statistics

Standard deviation2.490453378
Coefficient of variation (CV)0.03529316518
Kurtosis3.817127912
Mean70.56475
Median Absolute Deviation (MAD)0
Skewness0.8335811779
Sum282259
Variance6.202358027
MonotocityNot monotonic
Histogram with fixed size bins (bins=14)
ValueCountFrequency (%) 
69207451.8%
 
72113128.3%
 
742626.6%
 
752105.2%
 
661453.6%
 
77501.2%
 
71431.1%
 
63310.8%
 
78190.5%
 
73170.4%
 
Other values (4)180.4%
 
ValueCountFrequency (%) 
63310.8%
 
661453.6%
 
6820.1%
 
69207451.8%
 
71431.1%
 
ValueCountFrequency (%) 
9320.1%
 
80120.3%
 
78190.5%
 
77501.2%
 
7620.1%
 

TAT_2AG_3EXPOSURE
Real number (ℝ≥0)

MISSING

Distinct81
Distinct (%)2.1%
Missing88
Missing (%)2.2%
Infinite0
Infinite (%)0.0%
Mean162.1160532
Minimum116
Maximum500
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum116
5-th percentile132
Q1140
median152
Q3168
95-th percentile208
Maximum500
Range384
Interquartile range (IQR)28

Descriptive statistics

Standard deviation43.65272672
Coefficient of variation (CV)0.2692683782
Kurtosis28.90998426
Mean162.1160532
Median Absolute Deviation (MAD)14
Skewness4.721920473
Sum634198
Variance1905.56055
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
1382466.2%
 
1362325.8%
 
1482175.4%
 
1502035.1%
 
1541844.6%
 
1401834.6%
 
1421684.2%
 
1521573.9%
 
1341463.6%
 
1581433.6%
 
Other values (71)203350.8%
 
ValueCountFrequency (%) 
11670.2%
 
118150.4%
 
12030.1%
 
12290.2%
 
1241< 0.1%
 
ValueCountFrequency (%) 
500200.5%
 
4981< 0.1%
 
4901< 0.1%
 
48880.2%
 
4421< 0.1%
 

TAT_3BUS_1DEVELOP
Real number (ℝ≥0)

Distinct26
Distinct (%)0.7%
Missing34
Missing (%)0.8%
Infinite0
Infinite (%)0.0%
Mean370.9309128
Minimum36
Maximum420
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum36
5-th percentile336
Q1352
median372
Q3384
95-th percentile416
Maximum420
Range384
Interquartile range (IQR)32

Descriptive statistics

Standard deviation21.92774487
Coefficient of variation (CV)0.05911544202
Kurtosis13.07497019
Mean370.9309128
Median Absolute Deviation (MAD)12
Skewness-0.8733607969
Sum1471112
Variance480.825995
MonotocityNot monotonic
Histogram with fixed size bins (bins=26)
ValueCountFrequency (%) 
38473918.5%
 
36843310.8%
 
3803368.4%
 
3523067.6%
 
3722756.9%
 
3362235.6%
 
3481884.7%
 
4161804.5%
 
3881503.8%
 
3321373.4%
 
Other values (16)99925.0%
 
ValueCountFrequency (%) 
361< 0.1%
 
32450.1%
 
328260.7%
 
3321373.4%
 
3362235.6%
 
ValueCountFrequency (%) 
420250.6%
 
4161804.5%
 
412220.5%
 
408370.9%
 
404380.9%
 

TAT_3BUS_2FIRE
Real number (ℝ≥0)

Distinct85
Distinct (%)2.1%
Missing9
Missing (%)0.2%
Infinite0
Infinite (%)0.0%
Mean6971.69331
Minimum6480
Maximum8973
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum6480
5-th percentile6687
Q16807
median6903
Q37020
95-th percentile7467
Maximum8973
Range2493
Interquartile range (IQR)213

Descriptive statistics

Standard deviation257.3715737
Coefficient of variation (CV)0.03691665171
Kurtosis12.75384644
Mean6971.69331
Median Absolute Deviation (MAD)96
Skewness2.434890434
Sum27824028
Variance66240.12697
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
69003348.3%
 
69602977.4%
 
68402135.3%
 
68672135.3%
 
68072125.3%
 
67801974.9%
 
70201684.2%
 
69871674.2%
 
67201373.4%
 
69271323.3%
 
Other values (75)192148.0%
 
ValueCountFrequency (%) 
64801< 0.1%
 
651320.1%
 
6540100.2%
 
656740.1%
 
657320.1%
 
ValueCountFrequency (%) 
897350.1%
 
897020.1%
 
896780.2%
 
78271< 0.1%
 
78001< 0.1%
 

TAT_4DIELEC_FIRE
Real number (ℝ≥0)

MISSING

Distinct49
Distinct (%)1.3%
Missing165
Missing (%)4.1%
Infinite0
Infinite (%)0.0%
Mean6520.297784
Minimum6393
Maximum8973
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum6393
5-th percentile6420
Q16453
median6480
Q36540
95-th percentile6633
Maximum8973
Range2580
Interquartile range (IQR)87

Descriptive statistics

Standard deviation205.7778289
Coefficient of variation (CV)0.0315595753
Kurtosis113.4300964
Mean6520.297784
Median Absolute Deviation (MAD)33
Skewness9.933333258
Sum25005342
Variance42344.51485
MonotocityNot monotonic
Histogram with fixed size bins (bins=49)
ValueCountFrequency (%) 
648066316.6%
 
645358614.6%
 
644748512.1%
 
642041010.2%
 
65132766.9%
 
65072696.7%
 
66002546.3%
 
65402496.2%
 
65731463.6%
 
65671223.0%
 
Other values (39)3759.4%
 
(Missing)1654.1%
 
ValueCountFrequency (%) 
639390.2%
 
642041010.2%
 
644748512.1%
 
645358614.6%
 
647750.1%
 
ValueCountFrequency (%) 
8973140.4%
 
896780.2%
 
74671< 0.1%
 
74071< 0.1%
 
73531< 0.1%
 

TAT_5MGO
Real number (ℝ≥0)

MISSING

Distinct15
Distinct (%)0.4%
Missing57
Missing (%)1.4%
Infinite0
Infinite (%)0.0%
Mean533.8701496
Minimum350
Maximum820
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum350
5-th percentile530
Q1530
median530
Q3540
95-th percentile540
Maximum820
Range470
Interquartile range (IQR)10

Descriptive statistics

Standard deviation20.57482858
Coefficient of variation (CV)0.03853901289
Kurtosis69.79778436
Mean533.8701496
Median Absolute Deviation (MAD)0
Skewness3.994812285
Sum2105050
Variance423.3235709
MonotocityNot monotonic
Histogram with fixed size bins (bins=15)
ValueCountFrequency (%) 
530228257.0%
 
540149937.5%
 
520320.8%
 
550250.6%
 
470250.6%
 
460230.6%
 
730230.6%
 
560110.3%
 
48080.2%
 
36060.1%
 
Other values (5)90.2%
 
(Missing)571.4%
 
ValueCountFrequency (%) 
3501< 0.1%
 
36060.1%
 
40050.1%
 
460230.6%
 
470250.6%
 
ValueCountFrequency (%) 
8201< 0.1%
 
730230.6%
 
7201< 0.1%
 
5701< 0.1%
 
560110.3%
 

TAT_6PHOS_1R_1DISPENSER
Real number (ℝ≥0)

ZEROS

Distinct16
Distinct (%)0.4%
Missing25
Missing (%)0.6%
Infinite0
Infinite (%)0.0%
Mean80.12528302
Minimum0
Maximum100
Zeros41
Zeros (%)1.0%
Memory size31.2 KiB

Quantile statistics

Minimum0
5-th percentile76
Q178
median80
Q380
95-th percentile98
Maximum100
Range100
Interquartile range (IQR)2

Descriptive statistics

Standard deviation10.02419831
Coefficient of variation (CV)0.1251065573
Kurtosis40.18123964
Mean80.12528302
Median Absolute Deviation (MAD)2
Skewness-4.732802637
Sum318498
Variance100.4845519
MonotocityNot monotonic
Histogram with fixed size bins (bins=16)
ValueCountFrequency (%) 
78162540.6%
 
80138434.6%
 
762095.2%
 
821694.2%
 
1001664.2%
 
98952.4%
 
86471.2%
 
88461.1%
 
90431.1%
 
84411.0%
 
Other values (6)1503.8%
 
ValueCountFrequency (%) 
0411.0%
 
7260.1%
 
7470.2%
 
762095.2%
 
78162540.6%
 
ValueCountFrequency (%) 
1001664.2%
 
98952.4%
 
96370.9%
 
94210.5%
 
92380.9%
 

TAT_6PHOS_1R_2DRY
Real number (ℝ≥0)

Distinct91
Distinct (%)2.3%
Missing25
Missing (%)0.6%
Infinite0
Infinite (%)0.0%
Mean404.2988679
Minimum297
Maximum606
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum297
5-th percentile324
Q1369
median393
Q3429
95-th percentile567
Maximum606
Range309
Interquartile range (IQR)60

Descriptive statistics

Standard deviation63.46406626
Coefficient of variation (CV)0.1569731486
Kurtosis2.153778466
Mean404.2988679
Median Absolute Deviation (MAD)30
Skewness1.368101336
Sum1607088
Variance4027.687706
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
3903328.3%
 
3932365.9%
 
3871754.4%
 
3721664.2%
 
3691573.9%
 
5971533.8%
 
3961152.9%
 
4321132.8%
 
402902.2%
 
426892.2%
 
Other values (81)234958.7%
 
ValueCountFrequency (%) 
2971< 0.1%
 
300260.7%
 
303441.1%
 
30690.2%
 
30980.2%
 
ValueCountFrequency (%) 
60620.1%
 
60320.1%
 
60030.1%
 
5971533.8%
 
594210.5%
 

TAT_6PHOS_2G_1DISPENSER
Real number (ℝ≥0)

MISSING

Distinct19
Distinct (%)0.5%
Missing47
Missing (%)1.2%
Infinite0
Infinite (%)0.0%
Mean80.91171262
Minimum0
Maximum102
Zeros33
Zeros (%)0.8%
Memory size31.2 KiB

Quantile statistics

Minimum0
5-th percentile76
Q178
median78
Q382
95-th percentile100
Maximum102
Range102
Interquartile range (IQR)4

Descriptive statistics

Standard deviation10.33568887
Coefficient of variation (CV)0.12774033
Kurtosis29.58045891
Mean80.91171262
Median Absolute Deviation (MAD)2
Skewness-3.376156912
Sum319844
Variance106.8264645
MonotocityNot monotonic
Histogram with fixed size bins (bins=19)
ValueCountFrequency (%) 
78173043.2%
 
7661015.2%
 
8048412.1%
 
1002295.7%
 
861754.4%
 
981734.3%
 
881373.4%
 
821162.9%
 
84621.6%
 
90591.5%
 
Other values (9)1784.5%
 
(Missing)471.2%
 
ValueCountFrequency (%) 
0330.8%
 
621< 0.1%
 
6450.1%
 
7270.2%
 
74280.7%
 
ValueCountFrequency (%) 
102160.4%
 
1002295.7%
 
981734.3%
 
96230.6%
 
94280.7%
 

TAT_6PHOS_2G_2DRY
Real number (ℝ≥0)

MISSING

Distinct36
Distinct (%)0.9%
Missing57
Missing (%)1.4%
Infinite0
Infinite (%)0.0%
Mean377.1341618
Minimum300
Maximum408
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum300
5-th percentile309
Q1363
median396
Q3396
95-th percentile399
Maximum408
Range108
Interquartile range (IQR)33

Descriptive statistics

Standard deviation30.36330844
Coefficient of variation (CV)0.08051062861
Kurtosis0.03396689648
Mean377.1341618
Median Absolute Deviation (MAD)3
Skewness-1.258822584
Sum1487040
Variance921.9304993
MonotocityNot monotonic
Histogram with fixed size bins (bins=36)
ValueCountFrequency (%) 
396136734.2%
 
39976519.1%
 
3932456.1%
 
3811162.9%
 
3271102.8%
 
3091072.7%
 
330842.1%
 
324792.0%
 
384721.8%
 
387721.8%
 
Other values (26)92623.2%
 
ValueCountFrequency (%) 
30070.2%
 
303370.9%
 
306721.8%
 
3091072.7%
 
312671.7%
 
ValueCountFrequency (%) 
4081< 0.1%
 
402370.9%
 
39976519.1%
 
396136734.2%
 
3932456.1%
 

TAT_6PHOS_3B_1DISPENSER
Real number (ℝ≥0)

Distinct17
Distinct (%)0.4%
Missing31
Missing (%)0.8%
Infinite0
Infinite (%)0.0%
Mean83.94003527
Minimum0
Maximum102
Zeros40
Zeros (%)1.0%
Memory size31.2 KiB

Quantile statistics

Minimum0
5-th percentile78
Q184
median84
Q386
95-th percentile94
Maximum102
Range102
Interquartile range (IQR)2

Descriptive statistics

Standard deviation9.450712131
Coefficient of variation (CV)0.1125888511
Kurtosis60.13000697
Mean83.94003527
Median Absolute Deviation (MAD)2
Skewness-6.906493502
Sum333158
Variance89.31595978
MonotocityNot monotonic
Histogram with fixed size bins (bins=17)
ValueCountFrequency (%) 
84171542.9%
 
8673618.4%
 
8240010.0%
 
782696.7%
 
882345.9%
 
801353.4%
 
90922.3%
 
94751.9%
 
92741.8%
 
100691.7%
 
Other values (7)1704.2%
 
ValueCountFrequency (%) 
0401.0%
 
6630.1%
 
7460.1%
 
76391.0%
 
782696.7%
 
ValueCountFrequency (%) 
10220.1%
 
100691.7%
 
98501.2%
 
96300.8%
 
94751.9%
 

TAT_6PHOS_4FIRE
Real number (ℝ≥0)

Distinct107
Distinct (%)2.7%
Missing27
Missing (%)0.7%
Infinite0
Infinite (%)0.0%
Mean7116.827335
Minimum6695
Maximum8996
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum6695
5-th percentile6780
Q16930
median7080
Q37140
95-th percentile7320
Maximum8996
Range2301
Interquartile range (IQR)210

Descriptive statistics

Standard deviation418.0208119
Coefficient of variation (CV)0.05873696132
Kurtosis13.38907386
Mean7116.827335
Median Absolute Deviation (MAD)120
Skewness3.584139165
Sum28275155
Variance174741.3992
MonotocityNot monotonic
Histogram with fixed size bins (bins=50)
ValueCountFrequency (%) 
714050112.5%
 
71103167.9%
 
69602867.1%
 
68401964.9%
 
71701714.3%
 
68101513.8%
 
69901413.5%
 
72901383.5%
 
70201243.1%
 
70801233.1%
 
Other values (97)182645.6%
 
ValueCountFrequency (%) 
66951< 0.1%
 
6720360.9%
 
672480.2%
 
672560.1%
 
674530.1%
 
ValueCountFrequency (%) 
8996160.4%
 
899520.1%
 
89701233.1%
 
89661< 0.1%
 
8945220.5%
 

TAT_7PASTE
Boolean

Distinct1
Distinct (%)< 0.1%
Missing16
Missing (%)0.4%
Memory size31.2 KiB
0
3984 
(Missing)
 
16
ValueCountFrequency (%) 
0398499.6%
 
(Missing)160.4%
 

TAT_8AGING
Real number (ℝ≥0)

MISSING

Distinct21
Distinct (%)0.5%
Missing44
Missing (%)1.1%
Infinite0
Infinite (%)0.0%
Mean9975.342012
Minimum3900
Maximum12999
Zeros0
Zeros (%)0.0%
Memory size31.2 KiB

Quantile statistics

Minimum3900
5-th percentile9749
Q19750
median10074
Q310076
95-th percentile10077
Maximum12999
Range9099
Interquartile range (IQR)326

Descriptive statistics

Standard deviation196.0598907
Coefficient of variation (CV)0.01965445299
Kurtosis246.5443629
Mean9975.342012
Median Absolute Deviation (MAD)2
Skewness-6.655132
Sum39462453
Variance38439.48072
MonotocityNot monotonic
Histogram with fixed size bins (bins=21)
ValueCountFrequency (%) 
1007491923.0%
 
1007691222.8%
 
975083420.8%
 
1007543810.9%
 
97492235.6%
 
100732085.2%
 
97512045.1%
 
100771654.1%
 
10640180.4%
 
10639100.2%
 
Other values (11)250.6%
 
(Missing)441.1%
 
ValueCountFrequency (%) 
39001< 0.1%
 
97481< 0.1%
 
97492235.6%
 
975083420.8%
 
97512045.1%
 
ValueCountFrequency (%) 
129991< 0.1%
 
106451< 0.1%
 
1064330.1%
 
10640180.4%
 
10639100.2%
 

Interactions

Correlations

Pearson's r

The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.

To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.

Spearman's ρ

The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.

To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.

Kendall's τ

Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.

To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.

Phik (φk)

Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.

Cramér's V (φc)

Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.

Missing values

Sample

First rows

JUDGELOT_IDPANEL_IDDATE_1BLACKTIME_1BLACKTIME_2AGTIME_3BUSTIME_4DIELECTIME_5MGOTIME_6PHOSTIME_7PASTETIME_8AGINGMC_1BLACK_1PRINTMC_1BLACK_2RTDMC_2AG_1PRINTMC_2AG_2RTDMC_2AG_3EXPOSUREMC_3BUS_1DEVELOPMC_3BUS_2FIREMC_4DIELEC_1FIREMC_5MGOMC_6PHOS_1R_1DISPENSERMC_6PHOS_1R_2DRYMC_6PHOS_2G_1DISPENSERMC_6PHOS_2G_2DRYMC_6PHOS_3B_1DISPENSERMC_6PHOS_4FIREMC_7PASTEMC_8AGINGTAT_1BLACK_1PRINTTAT_1BLACK_2RTDTAT_2AG_1PRINTTAT_2AG_2RTDTAT_2AG_3EXPOSURETAT_3BUS_1DEVELOPTAT_3BUS_2FIRETAT_4DIELEC_FIRETAT_5MGOTAT_6PHOS_1R_1DISPENSERTAT_6PHOS_1R_2DRYTAT_6PHOS_2G_1DISPENSERTAT_6PHOS_2G_2DRYTAT_6PHOS_3B_1DISPENSERTAT_6PHOS_4FIRETAT_7PASTETAT_8AGING
0양품LOT-101PNL-012019-04-012019-04-01 0:012019-04-01 5:212019-04-01 11:012019-04-06 13:412019-04-11 3:412019-04-03 20:202019-04-11 12:412019-04-11 14:212호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기86220.083.074160.0416.06900.06447.0530.076.0333.088.0396.086.07140.00.010074.0
1양품LOT-101PNL-022019-04-012019-04-01 0:452019-04-01 6:052019-04-01 11:452019-04-06 14:252019-04-11 4:252019-04-03 21:042019-04-11 13:252019-04-11 15:052호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기86210.084.071150.0372.06693.06600.0530.080.0438.082.0381.084.06956.00.010075.0
2양품LOT-101PNL-032019-04-012019-04-01 1:292019-04-01 6:492019-04-01 12:292019-04-06 15:092019-04-11 5:092019-04-03 21:482019-04-11 14:092019-04-11 15:492호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기78220.078.069148.0368.06747.06597.0530.080.0420.092.0396.086.06840.00.010645.0
3양품LOT-101PNL-042019-04-012019-04-01 2:132019-04-01 7:332019-04-01 13:132019-04-06 15:532019-04-11 5:532019-04-03 22:322019-04-11 14:532019-04-11 16:332호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기86210.084.069178.0416.07137.06420.0530.078.0429.078.0399.090.06720.00.010076.0
4양품LOT-101PNL-052019-04-012019-04-01 2:582019-04-01 8:182019-04-01 13:582019-04-06 16:382019-04-11 6:382019-04-03 23:172019-04-11 15:382019-04-11 17:182호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기86210.084.069132.0380.07527.06453.0540.076.0363.082.0393.084.07110.00.010074.0
5양품LOT-101PNL-062019-04-012019-04-01 3:422019-04-01 9:022019-04-01 14:422019-04-06 17:222019-04-11 7:222019-04-04 0:012019-04-11 16:222019-04-11 18:022호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기78240.080.069148.0340.06747.06660.0540.080.0438.076.0396.088.06810.00.09748.0
6양품LOT-101PNL-072019-04-012019-04-01 4:262019-04-01 9:462019-04-01 15:262019-04-06 18:062019-04-11 8:062019-04-04 0:452019-04-11 17:062019-04-11 18:462호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기87200.088.075150.0352.07113.06480.0540.082.0387.078.0324.086.07110.00.09751.0
7양품LOT-101PNL-082019-04-012019-04-01 5:102019-04-01 10:302019-04-01 16:102019-04-06 18:502019-04-11 8:502019-04-04 1:292019-04-11 17:502019-04-11 19:302호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기87200.088.075150.0352.07113.06480.0540.076.0390.078.0345.084.07110.00.09751.0
8양품LOT-101PNL-092019-04-012019-04-01 5:552019-04-01 11:152019-04-01 16:552019-04-06 19:352019-04-11 9:352019-04-04 2:142019-04-11 18:352019-04-11 20:152호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기86210.085.075190.0332.07107.06453.0540.078.0390.078.0330.084.07080.00.010075.0
9양품LOT-101PNL-102019-04-012019-04-01 6:392019-04-01 11:592019-04-01 17:392019-04-06 20:192019-04-11 10:192019-04-04 2:582019-04-11 19:192019-04-11 20:592호기2호기1호기1호기2호기1호기1호기3호기1호기1호기2호기2호기2호기1호기3호기1호기2호기88220.086.069146.0384.06993.06453.0530.076.0399.078.0396.084.07110.00.010074.0

Last rows

JUDGELOT_IDPANEL_IDDATE_1BLACKTIME_1BLACKTIME_2AGTIME_3BUSTIME_4DIELECTIME_5MGOTIME_6PHOSTIME_7PASTETIME_8AGINGMC_1BLACK_1PRINTMC_1BLACK_2RTDMC_2AG_1PRINTMC_2AG_2RTDMC_2AG_3EXPOSUREMC_3BUS_1DEVELOPMC_3BUS_2FIREMC_4DIELEC_1FIREMC_5MGOMC_6PHOS_1R_1DISPENSERMC_6PHOS_1R_2DRYMC_6PHOS_2G_1DISPENSERMC_6PHOS_2G_2DRYMC_6PHOS_3B_1DISPENSERMC_6PHOS_4FIREMC_7PASTEMC_8AGINGTAT_1BLACK_1PRINTTAT_1BLACK_2RTDTAT_2AG_1PRINTTAT_2AG_2RTDTAT_2AG_3EXPOSURETAT_3BUS_1DEVELOPTAT_3BUS_2FIRETAT_4DIELEC_FIRETAT_5MGOTAT_6PHOS_1R_1DISPENSERTAT_6PHOS_1R_2DRYTAT_6PHOS_2G_1DISPENSERTAT_6PHOS_2G_2DRYTAT_6PHOS_3B_1DISPENSERTAT_6PHOS_4FIRETAT_7PASTETAT_8AGING
3990양품LOT-300PNL-112019-08-012019-08-01 17:572019-08-01 23:172019-08-02 4:572019-08-07 7:372019-08-11 21:372019-08-04 10:572019-08-12 6:372019-08-12 8:172호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기86250.084.072136.0380.07017.06480.0530.078.0390.078.0312.078.06994.00.010074.0
3991양품LOT-300PNL-122019-08-012019-08-01 18:412019-08-02 0:012019-08-02 5:412019-08-07 8:212019-08-11 22:212019-08-04 11:412019-08-12 7:212019-08-12 9:012호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기98220.088.069500.0336.06720.0NaN530.088.0369.078.0351.092.06990.00.010073.0
3992양품LOT-300PNL-132019-08-012019-08-01 19:262019-08-02 0:462019-08-02 6:262019-08-07 9:062019-08-11 23:062019-08-04 12:262019-08-12 8:062019-08-12 9:462호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기88210.084.069160.0384.06867.06480.0530.080.0369.080.0396.086.07140.00.09749.0
3993양품LOT-300PNL-142019-08-012019-08-01 20:102019-08-02 1:302019-08-02 7:102019-08-07 9:502019-08-11 23:502019-08-04 13:102019-08-12 8:502019-08-12 10:302호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기86220.087.069142.0356.06720.06540.0530.078.0393.0100.0399.0100.06930.00.010077.0
3994양품LOT-300PNL-152019-08-012019-08-01 20:542019-08-02 2:142019-08-02 7:542019-08-07 10:342019-08-12 0:342019-08-04 13:542019-08-12 9:342019-08-12 11:142호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기88210.082.072162.0384.06900.06513.0540.078.0375.076.0312.084.07170.00.09750.0
3995명점LOT-300PNL-162019-08-012019-08-01 21:382019-08-02 2:582019-08-02 8:382019-08-07 11:182019-08-12 1:182019-08-04 14:382019-08-12 10:182019-08-12 11:582호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기86220.086.069202.0328.07047.06447.0530.078.0393.080.0399.086.07016.00.010077.0
3996양품LOT-300PNL-172019-08-012019-08-01 22:232019-08-02 3:432019-08-02 9:232019-08-07 12:032019-08-12 2:032019-08-04 15:232019-08-12 11:032019-08-12 12:432호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기87220.086.069174.0336.06813.0NaN530.080.0405.078.0402.078.06990.00.010075.0
3997양품LOT-300PNL-182019-08-012019-08-01 23:072019-08-02 4:272019-08-02 10:072019-08-07 12:472019-08-12 2:472019-08-04 16:072019-08-12 11:472019-08-12 13:272호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기84210.082.072280.0392.06873.06447.0540.078.0375.0100.0360.084.07025.00.0NaN
3998명점LOT-300PNL-192019-08-012019-08-01 23:512019-08-02 5:112019-08-02 10:512019-08-07 13:312019-08-12 3:312019-08-04 16:512019-08-12 12:312019-08-12 14:112호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기86220.084.069164.0376.06687.06747.0530.078.0NaN90.0375.082.06960.00.09750.0
3999양품LOT-300PNL-202019-08-022019-08-02 0:352019-08-02 5:552019-08-02 11:352019-08-07 14:152019-08-12 4:152019-08-04 17:352019-08-12 13:152019-08-12 14:552호기1호기1호기1호기1호기2호기1호기3호기2호기2호기1호기2호기1호기1호기3호기1호기2호기98210.089.069194.0332.06987.06507.0530.080.0318.078.0399.082.06865.00.010074.0